{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Neural Networks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import sklearn\n",
    "import sklearn.datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_dataset():\n",
    "    np.random.seed(1)\n",
    "    m = 400 # 数据量\n",
    "    N = int(m/2) # 每个标签的实例数\n",
    "    D = 2 # 数据维度\n",
    "    X = np.zeros((m,D)) # 数据矩阵\n",
    "    Y = np.zeros((m,1), dtype='uint8') # 标签维度\n",
    "    a = 4 \n",
    "    \n",
    "    for j in range(2):\n",
    "        ix = range(N*j,N*(j+1))\n",
    "        t = np.linspace(j*3.12,(j+1)*3.12,N) + np.random.randn(N)*0.2 # theta\n",
    "        r = a*np.sin(4*t) + np.random.randn(N)*0.2 # radius\n",
    "        X[ix] = np.c_[r*np.sin(t), r*np.cos(t)]\n",
    "        Y[ix] = j\n",
    "        \n",
    "    X = X.T\n",
    "    Y = Y.T\n",
    "\n",
    "    return X, Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, Y = create_dataset()\n",
    "plt.scatter(X[0, :], X[1, :], c=Y[0], s=40, cmap=plt.cm.Spectral);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def layer_sizes(X, Y):\n",
    "    n_x = X.shape[0] # 输入层大小\n",
    "    n_h = 4 # 隐藏层大小\n",
    "    n_y = Y.shape[0] # 输出层大小\n",
    "    return (n_x, n_h, n_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def initialize_parameters(n_x, n_h, n_y):\n",
    "    W1 = np.random.randn(n_h, n_x)*0.01\n",
    "    b1 = np.zeros((n_h, 1))\n",
    "    W2 = np.random.randn(n_y, n_h)*0.01\n",
    "    b2 = np.zeros((n_y, 1)) \n",
    "   \n",
    "    assert (W1.shape == (n_h, n_x))    \n",
    "    assert (b1.shape == (n_h, 1))    \n",
    "    assert (W2.shape == (n_y, n_h))    \n",
    "    assert (b2.shape == (n_y, 1))\n",
    "\n",
    "    parameters = {\"W1\": W1, \n",
    "                  \"b1\": b1,                 \n",
    "                  \"W2\": W2,                  \n",
    "                  \"b2\": b2}   \n",
    "                   \n",
    "    return parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sigmoid(x):\n",
    "    s = 1/(1+np.exp(-x))\n",
    "    return s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def forward_propagation(X, parameters):\n",
    "    # 获取各参数初始值\n",
    "    W1 = parameters['W1']\n",
    "    b1 = parameters['b1']\n",
    "    W2 = parameters['W2']\n",
    "    b2 = parameters['b2']    \n",
    "    # 执行前向计算\n",
    "    Z1 = np.dot(W1, X) + b1\n",
    "    A1 = np.tanh(Z1)\n",
    "    Z2 = np.dot(W2, A1) + b2\n",
    "    A2 = sigmoid(Z2)    \n",
    "    assert(A2.shape == (1, X.shape[1]))\n",
    "\n",
    "    cache = {\"Z1\": Z1,                   \n",
    "             \"A1\": A1,                   \n",
    "             \"Z2\": Z2,                  \n",
    "             \"A2\": A2}    \n",
    "\n",
    "    return A2, cache"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_cost(A2, Y, parameters):\n",
    "    # 训练样本量\n",
    "    m = Y.shape[1] \n",
    "    # 计算交叉熵损失\n",
    "    logprobs = np.multiply(np.log(A2),Y) + np.multiply(np.log(1-A2), 1-Y)\n",
    "    cost = -1/m * np.sum(logprobs)\n",
    "    # 维度压缩\n",
    "    cost = np.squeeze(cost)     \n",
    "\n",
    "    assert(isinstance(cost, float))    \n",
    "    return cost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def backward_propagation(parameters, cache, X, Y):\n",
    "    m = X.shape[1]    \n",
    "    # 获取W1和W2\n",
    "    W1 = parameters['W1']\n",
    "    W2 = parameters['W2']    \n",
    "    # 获取A1和A2\n",
    "    A1 = cache['A1']\n",
    "    A2 = cache['A2']    \n",
    "    # 执行反向传播\n",
    "    dZ2 = A2-Y\n",
    "    dW2 = 1/m * np.dot(dZ2, A1.T)\n",
    "    db2 = 1/m * np.sum(dZ2, axis=1, keepdims=True)\n",
    "    dZ1 = np.dot(W2.T, dZ2)*(1-np.power(A1, 2))\n",
    "    dW1 = 1/m * np.dot(dZ1, X.T)\n",
    "    db1 = 1/m * np.sum(dZ1, axis=1, keepdims=True)\n",
    "\n",
    "    grads = {\"dW1\": dW1,\n",
    "             \"db1\": db1,                      \n",
    "             \"dW2\": dW2,             \n",
    "             \"db2\": db2}   \n",
    "    return grads"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def update_parameters(parameters, grads, learning_rate=1.2):\n",
    "    # 获取参数\n",
    "    W1 = parameters['W1']\n",
    "    b1 = parameters['b1']\n",
    "    W2 = parameters['W2']\n",
    "    b2 = parameters['b2']    \n",
    "    # 获取梯度\n",
    "    dW1 = grads['dW1']\n",
    "    db1 = grads['db1']\n",
    "    dW2 = grads['dW2']\n",
    "    db2 = grads['db2']    \n",
    "    # 参数更新\n",
    "    W1 -= dW1 * learning_rate\n",
    "    b1 -= db1 * learning_rate\n",
    "    W2 -= dW2 * learning_rate\n",
    "    b2 -= db2 * learning_rate\n",
    "\n",
    "    parameters = {\"W1\": W1, \n",
    "                  \"b1\": b1,            \n",
    "                  \"W2\": W2,   \n",
    "                  \"b2\": b2}    \n",
    "    return parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def nn_model(X, Y, n_h, num_iterations=10000, print_cost=False):\n",
    "    np.random.seed(3)\n",
    "    n_x = layer_sizes(X, Y)[0]\n",
    "    n_y = layer_sizes(X, Y)[2]    \n",
    "    # 初始化模型参数\n",
    "    parameters = initialize_parameters(n_x, n_h, n_y)\n",
    "    W1 = parameters['W1']\n",
    "    b1 = parameters['b1']\n",
    "    W2 = parameters['W2']\n",
    "    b2 = parameters['b2']    \n",
    "    # 梯度下降和参数更新循环\n",
    "    for i in range(0, num_iterations):        \n",
    "    # 前向传播计算\n",
    "        A2, cache = forward_propagation(X, parameters)        \n",
    "        # 计算当前损失\n",
    "        cost = compute_cost(A2, Y, parameters)        \n",
    "        # 反向传播\n",
    "        grads = backward_propagation(parameters, cache, X, Y)        \n",
    "        # 参数更新\n",
    "        parameters = update_parameters(parameters, grads, learning_rate=1.2)        \n",
    "        # 打印损失\n",
    "        if print_cost and i % 1000 == 0:            \n",
    "            print (\"Cost after iteration %i: %f\" %(i, cost))    \n",
    "            \n",
    "    return parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(parameters, X): \n",
    "    A2, cache = forward_propagation(X, parameters)\n",
    "    predictions = (A2>0.5)\n",
    "    return predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cost after iteration 0: 0.693162\n",
      "Cost after iteration 1000: 0.258625\n",
      "Cost after iteration 2000: 0.239334\n",
      "Cost after iteration 3000: 0.230802\n",
      "Cost after iteration 4000: 0.225528\n",
      "Cost after iteration 5000: 0.221845\n",
      "Cost after iteration 6000: 0.219094\n",
      "Cost after iteration 7000: 0.220884\n",
      "Cost after iteration 8000: 0.219483\n",
      "Cost after iteration 9000: 0.218548\n"
     ]
    }
   ],
   "source": [
    "parameters = nn_model(X, Y, n_h = 4, num_iterations=10000, print_cost=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 90%\n"
     ]
    }
   ],
   "source": [
    "predictions = predict(parameters, X)\n",
    "print ('Accuracy: %d' % float((np.dot(Y,predictions.T) + \n",
    "      np.dot(1-Y,1-predictions.T))/float(Y.size)*100) + '%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_decision_boundary(model, X, y):\n",
    "    # Set min and max values and give it some padding\n",
    "    x_min, x_max = X[0, :].min() - 1, X[0, :].max() + 1\n",
    "    y_min, y_max = X[1, :].min() - 1, X[1, :].max() + 1\n",
    "    h = 0.01\n",
    "    # Generate a grid of points with distance h between them\n",
    "    xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n",
    "    # Predict the function value for the whole grid\n",
    "    Z = model(np.c_[xx.ravel(), yy.ravel()])\n",
    "    Z = Z.reshape(xx.shape)\n",
    "    # Plot the contour and training examples\n",
    "    plt.contourf(xx, yy, Z, cmap=plt.cm.Spectral)\n",
    "    plt.ylabel('x2')\n",
    "    plt.xlabel('x1')\n",
    "    plt.scatter(X[0, :], X[1, :], c=y, cmap=plt.cm.Spectral)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy for 1 hidden units: 67.5 %\n",
      "Accuracy for 2 hidden units: 67.25 %\n",
      "Accuracy for 3 hidden units: 90.75 %\n",
      "Accuracy for 4 hidden units: 90.5 %\n",
      "Accuracy for 5 hidden units: 91.25 %\n",
      "Accuracy for 10 hidden units: 91.0 %\n",
      "Accuracy for 20 hidden units: 91.0 %\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x2304 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16, 32))\n",
    "hidden_layer_sizes = [1, 2, 3, 4, 5, 10, 20]\n",
    "for i, n_h in enumerate(hidden_layer_sizes):\n",
    "    plt.subplot(5, 2, i+1)\n",
    "    plt.title('Hidden Layer of size %d' % n_h)\n",
    "    parameters = nn_model(X, Y, n_h, num_iterations = 5000)\n",
    "    plot_decision_boundary(lambda x: predict(parameters, x.T), X, Y[0])\n",
    "    predictions = predict(parameters, X)\n",
    "    accuracy = float((np.dot(Y,predictions.T) + np.dot(1-Y,1-predictions.T))/float(Y.size)*100)\n",
    "    print (\"Accuracy for {} hidden units: {} %\".format(n_h, accuracy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2, 400) (1, 400)\n"
     ]
    }
   ],
   "source": [
    "print(X.shape, Y.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Installation\\anaconda\\install\\lib\\site-packages\\sklearn\\neural_network\\multilayer_perceptron.py:916: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "D:\\Installation\\anaconda\\install\\lib\\site-packages\\sklearn\\neural_network\\multilayer_perceptron.py:562: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\n",
      "  % self.max_iter, ConvergenceWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "MLPClassifier(activation='relu', alpha=1e-05, batch_size='auto', beta_1=0.9,\n",
       "       beta_2=0.999, early_stopping=False, epsilon=1e-08,\n",
       "       hidden_layer_sizes=4, learning_rate='constant',\n",
       "       learning_rate_init=0.001, max_iter=200, momentum=0.9,\n",
       "       n_iter_no_change=10, nesterovs_momentum=True, power_t=0.5,\n",
       "       random_state=1, shuffle=True, solver='sgd', tol=0.0001,\n",
       "       validation_fraction=0.1, verbose=False, warm_start=False)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.neural_network import MLPClassifier\n",
    "clf = MLPClassifier(solver='sgd', alpha=1e-5, hidden_layer_sizes=(4), random_state=1)\n",
    "clf.fit(X.T, Y.T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0], dtype=uint8)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y.T[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 1, 1, 0], dtype=uint8)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf.predict(X.T[:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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